JP7493464B2 - 3dオブジェクトの正準ポーズの自動化判定、および深層学習を使った3dオブジェクトの重ね合わせ - Google Patents

3dオブジェクトの正準ポーズの自動化判定、および深層学習を使った3dオブジェクトの重ね合わせ Download PDF

Info

Publication number
JP7493464B2
JP7493464B2 JP2020572743A JP2020572743A JP7493464B2 JP 7493464 B2 JP7493464 B2 JP 7493464B2 JP 2020572743 A JP2020572743 A JP 2020572743A JP 2020572743 A JP2020572743 A JP 2020572743A JP 7493464 B2 JP7493464 B2 JP 7493464B2
Authority
JP
Japan
Prior art keywords
canonical
coordinate system
dental
voxel
neural network
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
JP2020572743A
Other languages
English (en)
Japanese (ja)
Other versions
JP2021529051A (ja
Inventor
フランク・テオドルス・カタリーナ・クラーセン
ダーフィット・アンサーリ・モイン
テオ・ケリーチ
Original Assignee
プロマトン・ホールディング・ベー・フェー
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by プロマトン・ホールディング・ベー・フェー filed Critical プロマトン・ホールディング・ベー・フェー
Publication of JP2021529051A publication Critical patent/JP2021529051A/ja
Application granted granted Critical
Publication of JP7493464B2 publication Critical patent/JP7493464B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/70Determining position or orientation of objects or cameras
    • G06T7/73Determining position or orientation of objects or cameras using feature-based methods
    • G06T7/75Determining position or orientation of objects or cameras using feature-based methods involving models
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61CDENTISTRY; APPARATUS OR METHODS FOR ORAL OR DENTAL HYGIENE
    • A61C9/00Impression cups, i.e. impression trays; Impression methods
    • A61C9/004Means or methods for taking digitized impressions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T17/00Three dimensional [3D] modelling, e.g. data description of 3D objects
    • G06T17/20Finite element generation, e.g. wire-frame surface description, tesselation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T19/00Manipulating 3D models or images for computer graphics
    • G06T19/20Editing of 3D images, e.g. changing shapes or colours, aligning objects or positioning parts
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/30Determination of transform parameters for the alignment of images, i.e. image registration
    • G06T7/33Determination of transform parameters for the alignment of images, i.e. image registration using feature-based methods
    • G06T7/344Determination of transform parameters for the alignment of images, i.e. image registration using feature-based methods involving models
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61CDENTISTRY; APPARATUS OR METHODS FOR ORAL OR DENTAL HYGIENE
    • A61C9/00Impression cups, i.e. impression trays; Impression methods
    • A61C9/004Means or methods for taking digitized impressions
    • A61C9/0046Data acquisition means or methods
    • A61C9/0053Optical means or methods, e.g. scanning the teeth by a laser or light beam
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10072Tomographic images
    • G06T2207/10081Computed x-ray tomography [CT]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30036Dental; Teeth
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2210/00Indexing scheme for image generation or computer graphics
    • G06T2210/41Medical
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2219/00Indexing scheme for manipulating 3D models or images for computer graphics
    • G06T2219/20Indexing scheme for editing of 3D models
    • G06T2219/2004Aligning objects, relative positioning of parts
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2219/00Indexing scheme for manipulating 3D models or images for computer graphics
    • G06T2219/20Indexing scheme for editing of 3D models
    • G06T2219/2016Rotation, translation, scaling

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • Veterinary Medicine (AREA)
  • Public Health (AREA)
  • Animal Behavior & Ethology (AREA)
  • Epidemiology (AREA)
  • Dentistry (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Computer Graphics (AREA)
  • General Engineering & Computer Science (AREA)
  • Optics & Photonics (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Architecture (AREA)
  • Molecular Biology (AREA)
  • Computer Hardware Design (AREA)
  • Geometry (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Image Analysis (AREA)
  • Dental Tools And Instruments Or Auxiliary Dental Instruments (AREA)
  • Dental Prosthetics (AREA)
JP2020572743A 2018-07-03 2019-07-03 3dオブジェクトの正準ポーズの自動化判定、および深層学習を使った3dオブジェクトの重ね合わせ Active JP7493464B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP18181421.1A EP3591616A1 (en) 2018-07-03 2018-07-03 Automated determination of a canonical pose of a 3d dental structure and superimposition of 3d dental structures using deep learning
EP18181421.1 2018-07-03
PCT/EP2019/067905 WO2020007941A1 (en) 2018-07-03 2019-07-03 Automated determination of a canonical pose of a 3d objects and superimposition of 3d objects using deep learning

Publications (2)

Publication Number Publication Date
JP2021529051A JP2021529051A (ja) 2021-10-28
JP7493464B2 true JP7493464B2 (ja) 2024-05-31

Family

ID=62846050

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2020572743A Active JP7493464B2 (ja) 2018-07-03 2019-07-03 3dオブジェクトの正準ポーズの自動化判定、および深層学習を使った3dオブジェクトの重ね合わせ

Country Status (9)

Country Link
US (1) US20210174543A1 (zh)
EP (2) EP3591616A1 (zh)
JP (1) JP7493464B2 (zh)
KR (1) KR20210028226A (zh)
CN (1) CN112639880A (zh)
BR (1) BR112020026687A2 (zh)
CA (1) CA3104592A1 (zh)
IL (1) IL279834A (zh)
WO (1) WO2020007941A1 (zh)

Families Citing this family (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019002631A1 (en) 2017-06-30 2019-01-03 Promaton Holding B.V. 3D CLASSIFICATION AND MODELING OF 3D DENTO-MAXILLO-FACIAL STRUCTURES THROUGH DEEP LEARNING PROCESSES
EP3462373A1 (en) 2017-10-02 2019-04-03 Promaton Holding B.V. Automated classification and taxonomy of 3d teeth data using deep learning methods
EP3503038A1 (en) 2017-12-22 2019-06-26 Promaton Holding B.V. Automated 3d root shape prediction using deep learning methods
EP3561778A1 (en) 2018-04-26 2019-10-30 Promaton Holding B.V. Automated correction of metal affected voxel representations of x-ray data using deep learning techniques
US11276244B2 (en) * 2018-09-18 2022-03-15 AB Strategies SEZC Ltd. Fixing holes in a computer generated model of a real-world environment
JP6936826B2 (ja) * 2019-03-18 2021-09-22 株式会社モリタ製作所 画像処理装置、表示システム、画像処理方法、および画像処理プログラム
WO2020196939A1 (ko) * 2019-03-25 2020-10-01 본와이즈 주식회사 치아의 골 연령을 결정하기 위한 장치, 방법 및 명령을 기록한 기록 매체
US20210174585A1 (en) * 2019-05-17 2021-06-10 Standard Cyborg, Inc. Three-dimensional modeling toolkit
EP3968277A1 (en) * 2019-10-07 2022-03-16 Nihon University Segmentation device
CN111612891B (zh) * 2020-05-22 2023-08-08 北京京东乾石科技有限公司 模型生成方法、点云数据处理方法、装置、设备及介质
JP7195291B2 (ja) * 2020-07-01 2022-12-23 株式会社モリタ製作所 データ処理装置、データ処理システム、データ処理方法、およびデータ処理用プログラム
CN111798445B (zh) * 2020-07-17 2023-10-31 北京大学口腔医院 一种基于卷积神经网络的牙齿图像龋坏识别方法及系统
CN112348867B (zh) * 2020-11-18 2024-04-12 南通市测绘院有限公司 基于LiDAR点云数据的城市高精度三维地形构建方法及系统
CN112561288A (zh) * 2020-12-07 2021-03-26 东北大学 一种采用图像模型的风力发电机运行状态智能辩识方法
GB202107492D0 (en) * 2021-05-26 2021-07-07 Vitaware Ltd Image processing method
US20220398738A1 (en) * 2021-06-15 2022-12-15 Imagoworks Inc. Method for automated tooth segmentation of three dimensional scan data using deep learning and computer readable medium having program for performing the method
GB202109474D0 (en) * 2021-06-30 2021-08-11 Univ Oxford Innovation Ltd Image alignment
KR102523856B1 (ko) * 2021-08-31 2023-04-20 주식회사 스타인펠드 딥러닝을 이용한 크라운 3d 메쉬 생성 방법 및 이를 이용하는 장치
EP4276765A1 (en) * 2022-05-11 2023-11-15 DENTSPLY SIRONA Inc. Method to correct scale of dental impressions
WO2024026293A1 (en) * 2022-07-26 2024-02-01 Align Technology, Inc. Method of determining tooth root apices using intraoral scans and panoramic radiographs
KR102670837B1 (ko) * 2022-12-05 2024-05-30 주식회사 스타인펠드 딥러닝을 이용한 크라운 교합면 3d 메쉬 생성 방법 및 이를 이용하는 장치
KR102670827B1 (ko) * 2022-12-05 2024-05-30 주식회사 스타인펠드 딥러닝을 이용한 크라운 측면 3d 메쉬 생성 방법 및 이를 이용하는 장치

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002514465A (ja) 1998-05-14 2002-05-21 ミネソタ マイニング アンド マニュファクチャリング カンパニー 歯列矯正装置の選択
US20050203726A1 (en) 2004-03-11 2005-09-15 Marshall Michael C. System and method for generating an electronic model for a dental impression having a common coordinate system
JP2010220742A (ja) 2009-03-23 2010-10-07 Fujifilm Corp 画像処理装置および方法並びにプログラム
US20140169648A1 (en) 2012-12-14 2014-06-19 Ormco Corporation Integration of intra-oral imagery and volumetric imagery
WO2016143022A1 (ja) 2015-03-09 2016-09-15 富士通株式会社 歯冠情報取得プログラム、情報処理装置、及び歯冠情報取得方法
JP2017213060A (ja) 2016-05-30 2017-12-07 富士通株式会社 歯の種類判定プログラム、歯冠位置判定装置及びその方法

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2015169910A1 (en) * 2014-05-09 2015-11-12 3Shape A/S Scanning of edentulous patients
KR20170007309A (ko) * 2014-05-22 2017-01-18 케어스트림 헬스 인코포레이티드 3-d 두부 방사선 계측 분석을 위한 방법
US10235606B2 (en) 2015-07-22 2019-03-19 Siemens Healthcare Gmbh Method and system for convolutional neural network regression based 2D/3D image registration

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002514465A (ja) 1998-05-14 2002-05-21 ミネソタ マイニング アンド マニュファクチャリング カンパニー 歯列矯正装置の選択
US20050203726A1 (en) 2004-03-11 2005-09-15 Marshall Michael C. System and method for generating an electronic model for a dental impression having a common coordinate system
JP2010220742A (ja) 2009-03-23 2010-10-07 Fujifilm Corp 画像処理装置および方法並びにプログラム
US20140169648A1 (en) 2012-12-14 2014-06-19 Ormco Corporation Integration of intra-oral imagery and volumetric imagery
JP2014117611A (ja) 2012-12-14 2014-06-30 Ormco Corp 口腔内画像と体積画像の統合
WO2016143022A1 (ja) 2015-03-09 2016-09-15 富士通株式会社 歯冠情報取得プログラム、情報処理装置、及び歯冠情報取得方法
JP2017213060A (ja) 2016-05-30 2017-12-07 富士通株式会社 歯の種類判定プログラム、歯冠位置判定装置及びその方法

Also Published As

Publication number Publication date
JP2021529051A (ja) 2021-10-28
WO2020007941A1 (en) 2020-01-09
IL279834A (en) 2021-03-01
EP3591616A1 (en) 2020-01-08
US20210174543A1 (en) 2021-06-10
CN112639880A (zh) 2021-04-09
EP3818500A1 (en) 2021-05-12
KR20210028226A (ko) 2021-03-11
BR112020026687A2 (pt) 2021-03-30
CA3104592A1 (en) 2020-01-09

Similar Documents

Publication Publication Date Title
JP7493464B2 (ja) 3dオブジェクトの正準ポーズの自動化判定、および深層学習を使った3dオブジェクトの重ね合わせ
JP7489964B2 (ja) 深層学習を使用した自動化矯正治療計画
JP7451406B2 (ja) 深層学習法を使用する自動3d歯根形状予測
JP7412334B2 (ja) 深層学習法を使用する3d歯データの自動分類および分類法
CN110998602B (zh) 使用深度学习方法对3d牙颌面结构的分类和3d建模
Abdolali et al. Mandibular canal segmentation using 3D Active Appearance Models and shape context registration
Neumann Localization and Classification of Teeth in Cone Beam Computed Tomography using 2D CNNs
WO2024127310A1 (en) Autoencoders for the validation of 3d oral care representations
WO2024127316A1 (en) Autoencoders for the processing of 3d representations in digital oral care
BR112021003326B1 (pt) Sistema que compreende uma rede neural profunda e pelo menos um processador

Legal Events

Date Code Title Description
A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20220606

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20230623

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20230731

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20231031

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20240131

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20240422

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20240521

R150 Certificate of patent or registration of utility model

Ref document number: 7493464

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150